{"id":"W6929263955","doi":"10.48448/v9cf-ft96","title":"U-CREAT: Unsupervised Case Retrieval using Events extrAcTion","year":2022,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); Ranking (information retrieval); Task (project management); Benchmark (surveying); Baseline (sea); Domain (mathematical analysis); Pipeline (software); Document retrieval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006945709,0.0002637503,0.0003290398,0.0007865178,0.00037958,0.00004013072,0.0002422327,0.0001700277,0.0193126],"category_scores_gemma":[0.00007116378,0.0002372578,0.0001212105,0.001311033,0.0004378517,0.0001208964,0.0001084226,0.0003882118,0.00003194884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009085022,"about_ca_system_score_gemma":0.001150197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001777221,"about_ca_topic_score_gemma":0.0001279486,"domain_scores_codex":[0.9977424,0.00004902046,0.0003022912,0.000606519,0.0009004523,0.0003992728],"domain_scores_gemma":[0.9989313,0.0000299595,0.0002243444,0.0005728529,0.00007303943,0.0001684446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008216276,0.002995341,0.005881468,0.001254011,0.001613381,0.02194601,0.001484924,0.0001179594,0.6113138,0.0003395784,0.2061247,0.1387125],"study_design_scores_gemma":[0.005654682,0.0008642282,0.0004578506,0.0005265679,0.0005354857,0.0218622,0.001614615,0.005961429,0.002552061,0.00005465114,0.9589261,0.0009901768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.297588,0.01184081,0.002174492,0.002413627,0.01296097,0.006089385,0.0006391376,0.001796273,0.6644973],"genre_scores_gemma":[0.1723074,0.001268914,0.01550727,0.002517972,0.002523661,0.0000188154,0.0004301732,0.001069604,0.8043562],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7528013,"threshold_uncertainty_score":0.9815839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04288423784591271,"score_gpt":0.3545571221210988,"score_spread":0.3116728842751861,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}